System and method for analysis of structured and unstructured data
AssigneeKpmg LLP
InventorsTimothy J. Cerino, Justin Mathew Edwards, James Johnson Gardner, John Hyung Lee, Gabriel C. Stoenescu, Ricardo Manuel Ramos Dos Santos Neves
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Abstract
The invention relates to computer-implemented systems and methods for analyzing and standardizing various types of input data such as structured data, semi-structured data, unstructured data, and images and voice. Embodiments of the systems and the methods further provide for generating responses to specific questions based on the standardized input data.
Claims20
A computer-implemented method for analyzing at least one of structured and unstructured data, the method comprising:
- identifying at least one question and at least one input file to be analyzed, wherein the at least one input file comprises at least one of:
- text, an image, an audio file, a video file, a table, and a database;
- and
- applying an artificial intelligence process to the at least one input file, the artificial intelligence process comprising the steps of:
- generating, for the at least one input file, a converted file in a data format that is standardized for a plurality of input file types and that includes at least one element;
- wherein the at least one element is associated with an element identifier and an element type, and is stored in a non-hierarchical relationship format;
- applying a specific ontology to the converted file to perform semantic annotation to the converted file;
- generating, based on the semantic annotation, at least one expression, the at least one expression comprising one or more of specific words, relationships between specific words, and word patterns that identify specific content in a converted file, wherein the expression comprises an expression string in a domain-specific language;
- reading, via a machine review portion of the artificial intelligence process, the at least one expression;
- and
- applying, via the machine review portion of the artificial intelligence process, the at least one expression to the converted file to automatically generate a response to the question;
- and
- applying the answer to the at least one question as feedback to the artificial intelligence process to improve the accuracy of the artificial intelligence process.
A system for analyzing at least one of structured and unstructured data, the system comprising:
- a scanner configured to receive at least one input file to be analyzed, wherein the at least one input file comprises at least one of:
- text, an image, an audio file, a video file, a table, and a database;
- and
- a server, wherein the server is configured to:
- identify at least one question and the scanned at least one input file;
- apply an artificial intelligence process to the at least one input file;
- generate, for the at least one input file, a converted file in a data format that is standardized for a plurality of input file types and that includes at least one element;
- wherein the at least one element is associated with an element identifier and an element type and is stored in a non-hierarchical relationship format;
- apply a specific ontology to the converted file to resolve entities and perform semantic annotation, the entity resolution comprising one or more determinations of whether entities detected in the converted file refer to one or more real-world entities, and the semantic annotation comprising relating one or more phrases in the converted file to one or more concepts formally defined in the specific ontology;
- generate at least one expression, the at least one expression comprising one or more of specific words, relationships between specific words, and word patterns that identify specific content in a converted file, wherein the expression comprises an expression string in a domain-specific language;
- read, via a machine review portion of the artificial intelligence process, the at least one expression;
- and
- apply, via the machine review portion of the artificial intelligence process, the at least one expression to the converted file to automatically generate a response to the question;
- and
- apply the answer to the at least one question as feedback to the artificial intelligence process to improve the accuracy of the artificial intelligence process.
A system for analyzing at least one of structured and unstructured data, the system comprising:
- a server, wherein the server is configured to:
- identify at least one question and at least one input file to be analyzed, wherein the at least one input file comprises at least one of:
- text, an image, an audio file, a video file, a table, and a database;
- apply an artificial intelligence process to the at least one input file;
- generate, for the at least one input file, a converted file in a data format that is standardized for a plurality of input file types and that includes at least one element;
- wherein the at least one element is associated with an element identifier and an element type and is stored in a non-hierarchical relationship format;
- apply a specific ontology to the converted file to resolve entities and perform semantic annotation, the entity resolution comprising one or more determinations of whether entities detected in the converted file refer to one or more real-world entities, and the semantic annotation comprising relating one or more phrases in the converted file to one or more concepts formally defined in the specific ontology;
- generate, by an artificial intelligence operator, at least one expression, the at least one expression comprising one or more of specific words, relationships between specific words, and word patterns that identify specific content in a converted file, wherein the expression comprises an expression string in a domain-specific language;
- read, via a machine review portion of the artificial intelligence process, the at least one expression;
- and
- apply, via the machine review portion of the artificial intelligence process, the at least one expression to the converted file to automatically generate a response to the question;
- and
- apply the answer to the at least one question as feedback to the artificial intelligence process to improve the accuracy of the artificial intelligence process.
Dependencies are inferred from the claim text.